Pandas Profiling Report

Dataset info

Number of variables	48
Number of observations	151
Missing cells	0 (0.0%)
Duplicate rows	0 (0.0%)
Total size in memory	56.8 KiB
Average record size in memory	384.8 B

Variables types

Numeric	22
Categorical	21
Boolean	0
Date	0
URL	0
Text (Unique)	1
Rejected	4
Unsupported	0

Warnings

`l_passtdpg18` has constant value "0"	Rejected
`l_points2` has 27 (17.9%) zeros	Zeros
`l_points3` has 29 (19.2%) zeros	Zeros
`l_points4` has 34 (22.5%) zeros	Zeros
`l_points5` has 30 (19.9%) zeros	Zeros
`l_points6` has 37 (24.5%) zeros	Zeros
`l_points7` has 33 (21.9%) zeros	Zeros
`l_points8` has 34 (22.5%) zeros	Zeros
`l_points9` has 40 (26.5%) zeros	Zeros
`l_ppr18` has 2 (1.3%) zeros	Zeros
`l_rec1stpg18` has 7 (4.6%) zeros	Zeros
`l_receptspg18` is highly correlated with `l_rec1stpg18` (ρ = 0.9079707218)	Rejected
`l_rectdpg18` has 40 (26.5%) zeros	Zeros
`l_recydspg18` is highly correlated with `l_rec1stpg18` (ρ = 0.9537325725)	Rejected
`l_rush1stpg18` has 53 (35.1%) zeros	Zeros
`l_rushtdpg18` has 69 (45.7%) zeros	Zeros
`l_rushydpg18` is highly correlated with `l_rush1stpg18` (ρ = 0.9657889557)	Rejected
`l_touchdown18` has 24 (15.9%) zeros	Zeros

bad_opp
Numeric

Distinct count	9
Unique (%)	6.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	4.993377483
Minimum	2
Maximum	10
Zeros (%)	0.0%

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Quantile statistics

Minimum	2
5-th percentile	2
Q1	4
Median	5
Q3	6
95-th percentile	7.5
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.756878629
Coef of variation	0.3518417413
Kurtosis	0.04292902796
Mean	4.993377483
MAD	1.398710583
Skewness	0.3241746682
Sum	754
Variance	3.086622517
Memory size	1.3 KiB

Histogram with fixed size bins (bins=9)

Histogram with variable size bins (bins=[ 2. 7.5 10. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
6	37	24.5%
5	28	18.5%
4	25	16.6%
3	24	15.9%
7	18	11.9%
2	11	7.3%
10	3	2.0%
8	3	2.0%
9	2	1.3%

Minimum 5 values

Value	Count	Frequency (%)
2	11	7.3%
3	24	15.9%
4	25	16.6%
5	28	18.5%
6	37	24.5%

Maximum 5 values

Value	Count	Frequency (%)
10	3	2.0%
9	2	1.3%
8	3	2.0%
7	18	11.9%
6	37	24.5%

df_index
Numeric

Distinct count	151
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	105.7350993
Minimum	0
Maximum	208
Zeros (%)	0.7%

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Quantile statistics

Minimum	0
5-th percentile	11.5
Q1	53.5
Median	104
Q3	160.5
95-th percentile	198.5
Maximum	208
Range	208
Interquartile range	107

Descriptive statistics

Standard deviation	61.57777759
Coef of variation	0.5823778289
Kurtosis	-1.230498745
Mean	105.7350993
MAD	53.11082847
Skewness	-0.01763684644
Sum	15966
Variance	3791.822693
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 208.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
208	1	0.7%
77	1	0.7%
75	1	0.7%
74	1	0.7%
72	1	0.7%
71	1	0.7%
70	1	0.7%
69	1	0.7%
67	1	0.7%
65	1	0.7%
Other values (141)	141	93.4%

Minimum 5 values

Value	Count	Frequency (%)
0	1	0.7%
1	1	0.7%
2	1	0.7%
5	1	0.7%
8	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
208	1	0.7%
207	1	0.7%
204	1	0.7%
203	1	0.7%
202	1	0.7%

good_opp
Numeric

Distinct count	7
Unique (%)	4.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	4.754966887
Minimum	2
Maximum	8
Zeros (%)	0.0%

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Quantile statistics

Minimum	2
5-th percentile	2
Q1	4
Median	5
Q3	6
95-th percentile	7
Maximum	8
Range	6
Interquartile range	2

Descriptive statistics

Standard deviation	1.390284803
Coef of variation	0.2923858011
Kurtosis	-0.2730419292
Mean	4.754966887
MAD	1.109775887
Skewness	-0.09465292221
Sum	718
Variance	1.932891832
Memory size	1.3 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[2. 4.5 6.5 8. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5	48	31.8%
6	33	21.9%
4	28	18.5%
3	20	13.2%
2	10	6.6%
7	8	5.3%
8	4	2.6%

Minimum 5 values

Value	Count	Frequency (%)
2	10	6.6%
3	20	13.2%
4	28	18.5%
5	48	31.8%
6	33	21.9%

Maximum 5 values

Value	Count	Frequency (%)
8	4	2.6%
7	8	5.3%
6	33	21.9%
5	48	31.8%
4	28	18.5%

l_name
Categorical, Unique

First 5 values
A.J. Brown
Aaron Jones
Albert Wilson
Alex Erickson
Alexander Mattison

Last 5 values
Tyreek Hill
Vance McDonald
Vernon Davis
Wayne Gallman Jr.
Will Fuller V

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First 5 values

Value	Count	Frequency (%)
A.J. Brown	1	0.7%
Aaron Jones	1	0.7%
Albert Wilson	1	0.7%
Alex Erickson	1	0.7%
Alexander Mattison	1	0.7%

Last 5 values

Value	Count	Frequency (%)
Will Fuller V	1	0.7%
Wayne Gallman Jr.	1	0.7%
Vernon Davis	1	0.7%
Vance McDonald	1	0.7%
Tyreek Hill	1	0.7%

l_passintpg18
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

0	92
0.001027749229	57
0.1428571429	1

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Common values
Composition

Value	Count	Frequency (%)
0	92	60.9%
0.001027749229	57	37.7%
0.1428571429	1	0.7%
0.001567502421	1	0.7%

Max length	19
Mean length	7.364238411
Min length	3
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

l_passtdpg18
Constant

This variable is constant and should be ignored for analysis

Constant value	0

l_passydpg18
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

0	93
0.01558752998	57
0.02377378673	1

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Common values
Composition

Value	Count	Frequency (%)
0	93	61.6%
0.01558752998	57	37.7%
0.02377378673	1	0.7%

Max length	18
Mean length	6.874172185
Min length	3
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

l_points1
Numeric

Distinct count	127
Unique (%)	84.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	13.08125828
Minimum	3
Maximum	40.27
Zeros (%)	0.0%

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Quantile statistics

Minimum	3
5-th percentile	3.47
Q1	5.75
Median	10.87
Q3	17.3
95-th percentile	31.265
Maximum	40.27
Range	37.27
Interquartile range	11.55

Descriptive statistics

Standard deviation	9.055564426
Coef of variation	0.6922548453
Kurtosis	0.3708961747
Mean	13.08125828
MAD	7.237294855
Skewness	1.057632819
Sum	1975.27
Variance	82.00324707
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 3. 4.685 18. 40.27 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3.47	5	3.3%
4.67	3	2.0%
7.13	3	2.0%
15.33	2	1.3%
3.07	2	1.3%
12.47	2	1.3%
12.93	2	1.3%
17.13	2	1.3%
3.97	2	1.3%
17.3	2	1.3%
Other values (117)	126	83.4%

Minimum 5 values

Value	Count	Frequency (%)
3	1	0.7%
3.07	2	1.3%
3.13	1	0.7%
3.33	1	0.7%
3.47	5	3.3%

Maximum 5 values

Value	Count	Frequency (%)
40.27	1	0.7%
39.53	1	0.7%
37.4	1	0.7%
34.73	1	0.7%
34.4	1	0.7%

l_points2
Numeric

Distinct count	110
Unique (%)	72.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.298211921
Minimum	0
Maximum	32.53
Zeros (%)	17.9%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.885
Median	8.07
Q3	14.465
95-th percentile	25.2
Maximum	32.53
Range	32.53
Interquartile range	12.58

Descriptive statistics

Standard deviation	8.223591031
Coef of variation	0.8844271459
Kurtosis	0.04529545564
Mean	9.298211921
MAD	6.701274506
Skewness	0.8149491144
Sum	1404.03
Variance	67.62744945
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.1 17.9 32.53], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	27	17.9%
4.4	2	1.3%
17.6	2	1.3%
15.6	2	1.3%
17.67	2	1.3%
7.67	2	1.3%
3.23	2	1.3%
2.93	2	1.3%
3.93	2	1.3%
5.67	2	1.3%
Other values (100)	106	70.2%

Minimum 5 values

Value	Count	Frequency (%)
0	27	17.9%
0.2	1	0.7%
0.87	1	0.7%
0.9	1	0.7%
1.1	2	1.3%

Maximum 5 values

Value	Count	Frequency (%)
32.53	1	0.7%
32.07	1	0.7%
30.8	1	0.7%
29.07	1	0.7%
29	1	0.7%

l_points3
Numeric

Distinct count	111
Unique (%)	73.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.638741722
Minimum	0
Maximum	43.17
Zeros (%)	19.2%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.365
Median	5.47
Q3	14.72
95-th percentile	29.7
Maximum	43.17
Range	43.17
Interquartile range	13.355

Descriptive statistics

Standard deviation	10.16502627
Coef of variation	1.05460096
Kurtosis	0.9534486199
Mean	9.638741722
MAD	8.141298189
Skewness	1.217687199
Sum	1455.45
Variance	103.3277591
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.1 5.435 26.85 43.17 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	29	19.2%
5.4	2	1.3%
12.8	2	1.3%
2.4	2	1.3%
8.47	2	1.3%
3.67	2	1.3%
1.33	2	1.3%
3.6	2	1.3%
4.53	2	1.3%
17.93	2	1.3%
Other values (101)	104	68.9%

Minimum 5 values

Value	Count	Frequency (%)
0	29	19.2%
0.2	1	0.7%
0.6	1	0.7%
0.7	1	0.7%
1.07	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
43.17	1	0.7%
42.03	1	0.7%
39.73	1	0.7%
38.43	1	0.7%
33	1	0.7%

l_points4
Numeric

Distinct count	109
Unique (%)	72.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.203806055
Minimum	0
Maximum	51.47
Zeros (%)	22.5%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.315
Median	6.87
Q3	13.385
95-th percentile	28.935
Maximum	51.47
Range	51.47
Interquartile range	12.07

Descriptive statistics

Standard deviation	9.463542917
Coef of variation	1.028220593
Kurtosis	2.607745685
Mean	9.203806055
MAD	7.323408084
Skewness	1.443057756
Sum	1389.774714
Variance	89.55864455
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.2 18.47 32.35 51.47], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	34	22.5%
15.8	3	2.0%
4.8	2	1.3%
7.2	2	1.3%
1.33	2	1.3%
13.07	2	1.3%
12.33	2	1.3%
4.4	2	1.3%
4.27	2	1.3%
27.13	1	0.7%
Other values (99)	99	65.6%

Minimum 5 values

Value	Count	Frequency (%)
0	34	22.5%
0.4	1	0.7%
1	1	0.7%
1.27	1	0.7%
1.3	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
51.47	1	0.7%
38.7	1	0.7%
35.83	1	0.7%
33.73	1	0.7%
30.97	1	0.7%

l_points5
Numeric

Distinct count	110
Unique (%)	72.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.283013245
Minimum	0
Maximum	59.47
Zeros (%)	19.9%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.4
Median	6.93
Q3	13.685
95-th percentile	28.165
Maximum	59.47
Range	59.47
Interquartile range	12.285

Descriptive statistics

Standard deviation	10.29288642
Coef of variation	1.108787216
Kurtosis	5.171649639
Mean	9.283013245
MAD	7.586605193
Skewness	1.920240099
Sum	1401.735
Variance	105.9435108
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.15 15.065 31.715 59.47 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	30	19.9%
1.4	3	2.0%
14.73	2	1.3%
2.93	2	1.3%
7.8	2	1.3%
2.6	2	1.3%
7.3	2	1.3%
2.67	2	1.3%
1.2	2	1.3%
3.07	2	1.3%
Other values (100)	102	67.5%

Minimum 5 values

Value	Count	Frequency (%)
0	30	19.9%
0.3	1	0.7%
0.8	1	0.7%
1.13	1	0.7%
1.2	2	1.3%

Maximum 5 values

Value	Count	Frequency (%)
59.47	1	0.7%
51.7	1	0.7%
42.93	1	0.7%
38.33	1	0.7%
32.63	1	0.7%

l_points6
Numeric

Distinct count	102
Unique (%)	67.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.900357616
Minimum	0
Maximum	37.8
Zeros (%)	24.5%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
Median	6.27
Q3	13.78
95-th percentile	29.53
Maximum	37.8
Range	37.8
Interquartile range	12.78

Descriptive statistics

Standard deviation	9.106194323
Coef of variation	1.023126791
Kurtosis	0.6380269251
Mean	8.900357616
MAD	7.310215341
Skewness	1.129684457
Sum	1343.954
Variance	82.92277504
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 17.025 37.8 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	37	24.5%
1	3	2.0%
4.13	3	2.0%
1.33	3	2.0%
4.07	2	1.3%
3.93	2	1.3%
13.2	2	1.3%
10.2	2	1.3%
4.73	2	1.3%
7	2	1.3%
Other values (92)	93	61.6%

Minimum 5 values

Value	Count	Frequency (%)
0	37	24.5%
1	3	2.0%
1.33	3	2.0%
1.4	1	0.7%
2.73	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
37.8	1	0.7%
36.3	1	0.7%
31.93	1	0.7%
30.67	1	0.7%
30.43	1	0.7%

l_points7
Numeric

Distinct count	109
Unique (%)	72.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.09214128
Minimum	0
Maximum	55.2
Zeros (%)	21.9%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.124166667
Median	6.2
Q3	11.965
95-th percentile	23.68
Maximum	55.2
Range	55.2
Interquartile range	10.84083333

Descriptive statistics

Standard deviation	8.887433199
Coef of variation	1.098279539
Kurtosis	5.22771123
Mean	8.09214128
MAD	6.686749996
Skewness	1.818256479
Sum	1221.913333
Variance	78.98646887
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.1 12.92833333 24.615 55.2 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	33	21.9%
1.4	3	2.0%
0.2	2	1.3%
10.13	2	1.3%
8.53	2	1.3%
1.47	2	1.3%
6.53	2	1.3%
5.5	2	1.3%
2.67	2	1.3%
9.2	2	1.3%
Other values (99)	99	65.6%

Minimum 5 values

Value	Count	Frequency (%)
0	33	21.9%
0.2	2	1.3%
0.7	1	0.7%
1.033333333	1	0.7%
1.07	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
55.2	1	0.7%
38.4	1	0.7%
33.97	1	0.7%
31.07	1	0.7%
28.85666667	1	0.7%

l_points8
Numeric

Distinct count	103
Unique (%)	68.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.799251025
Minimum	0
Maximum	47.3
Zeros (%)	22.5%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.4
Median	7.63
Q3	14.98
95-th percentile	29.48
Maximum	47.3
Range	47.3
Interquartile range	13.58

Descriptive statistics

Standard deviation	9.903954732
Coef of variation	1.010684868
Kurtosis	1.477990827
Mean	9.799251025
MAD	7.79521343
Skewness	1.247988547
Sum	1479.686905
Variance	98.08831934
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.4 13.35 25.03 47.3 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	34	22.5%
11.73	2	1.3%
7.87	2	1.3%
1.13	2	1.3%
21.87	2	1.3%
16.57	2	1.3%
5.53	2	1.3%
16.67	2	1.3%
10.8	2	1.3%
22.6	2	1.3%
Other values (93)	99	65.6%

Minimum 5 values

Value	Count	Frequency (%)
0	34	22.5%
0.8	1	0.7%
1.13	2	1.3%
1.27	1	0.7%
1.53	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
47.3	1	0.7%
41.87	1	0.7%
39.37	1	0.7%
36.67	1	0.7%
33.2	1	0.7%

l_points9
Numeric

Distinct count	104
Unique (%)	68.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	10.04939901
Minimum	0
Maximum	50.63
Zeros (%)	26.5%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	8.6
Q3	16.35
95-th percentile	28.585
Maximum	50.63
Range	50.63
Interquartile range	16.35

Descriptive statistics

Standard deviation	9.680206145
Coef of variation	0.9632621949
Kurtosis	0.9969876189
Mean	10.04939901
MAD	7.940744551
Skewness	0.9635665269
Sum	1517.45925
Variance	93.706391
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.3 22.85 30.515 50.63 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	40	26.5%
22.27	2	1.3%
3.1	2	1.3%
30.4	2	1.3%
6.13	2	1.3%
15.13	2	1.3%
9.2	2	1.3%
7.9	2	1.3%
13.47	2	1.3%
14.2	1	0.7%
Other values (94)	94	62.3%

Minimum 5 values

Value	Count	Frequency (%)
0	40	26.5%
0.6	1	0.7%
1.2	1	0.7%
1.33	1	0.7%
1.4	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
50.63	1	0.7%
34.47	1	0.7%
30.63	1	0.7%
30.4	2	1.3%
29.83	1	0.7%

l_pointspg18
Numeric

Distinct count	95
Unique (%)	62.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.62374028
Minimum	1.81875
Maximum	27.958
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1.81875
5-th percentile	4.271845238
Q1	10.45964286
Median	13.03982332
Q3	13.75739583
95-th percentile	20.34477679
Maximum	27.958
Range	26.13925
Interquartile range	3.297752976

Descriptive statistics

Standard deviation	4.595806027
Coef of variation	0.3640605655
Kurtosis	1.159888565
Mean	12.62374028
MAD	3.112989851
Skewness	0.2799155607
Sum	1906.184783
Variance	21.12143304
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 1.81875 13.02885417 13.14897416 19.66875 27.958 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
13.03982332	57	37.7%
5.862	1	0.7%
9.075	1	0.7%
19.614375	1	0.7%
13.967	1	0.7%
12.47357143	1	0.7%
19.57875	1	0.7%
7.329375	1	0.7%
13.858125	1	0.7%
11.398125	1	0.7%
Other values (85)	85	56.3%

Minimum 5 values

Value	Count	Frequency (%)
1.81875	1	0.7%
2.654375	1	0.7%
2.6875	1	0.7%
2.95	1	0.7%
3.435333333	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
27.958	1	0.7%
24.89333333	1	0.7%
24.625	1	0.7%
24.41769231	1	0.7%
24.00625	1	0.7%

l_pos
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

WR	71
RB	51
TE	29

Toggle details

Common values
Composition

Value	Count	Frequency (%)
WR	71	47.0%
RB	51	33.8%
TE	29	19.2%

Max length	2
Mean length	2
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

l_ppgcurrent
Numeric

Distinct count	151
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.825786634
Minimum	0.66
Maximum	25.19296296
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.66
5-th percentile	1.601666667
Q1	5.233968254
Median	8.968888889
Q3	13.98555556
95-th percentile	20.68055556
Maximum	25.19296296
Range	24.53296296
Interquartile range	8.751587302

Descriptive statistics

Standard deviation	5.905981539
Coef of variation	0.6010695896
Kurtosis	-0.570345752
Mean	9.825786634
MAD	4.905354002
Skewness	0.4881904902
Sum	1483.693782
Variance	34.88061794
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0.66 14.604375 25.19296296], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.266666667	1	0.7%
20.38555556	1	0.7%
9.308888889	1	0.7%
6.975	1	0.7%
4.641111111	1	0.7%
20.4125	1	0.7%
22.9	1	0.7%
8.023518519	1	0.7%
5.79	1	0.7%
14.63875	1	0.7%
Other values (141)	141	93.4%

Minimum 5 values

Value	Count	Frequency (%)
0.66	1	0.7%
0.7666666667	1	0.7%
0.8037037037	1	0.7%
1.042037037	1	0.7%
1.222222222	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
25.19296296	1	0.7%
23.56	1	0.7%
22.9	1	0.7%
22.69	1	0.7%
21.97333333	1	0.7%

l_ppr18
Numeric

Distinct count	61
Unique (%)	40.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.29486862
Minimum	0
Maximum	78.44897959
Zeros (%)	1.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.3854875281
Q1	4.295918367
Median	11.87789414
Q3	11.87789414
95-th percentile	36
Maximum	78.44897959
Range	78.44897959
Interquartile range	7.581975773

Descriptive statistics

Standard deviation	11.73136852
Coef of variation	0.9541678632
Kurtosis	8.273704319
Mean	12.29486862
MAD	6.942681089
Skewness	2.433815495
Sum	1856.525161
Variance	137.6250073
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 4.29591837 11.81649809 12.31649809 38.73 78.44897959], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
11.87789414	57	37.7%
4	6	4.0%
9	4	2.6%
2.3	4	2.6%
1	3	2.0%
12.75510204	3	2.0%
2.93877551	3	2.0%
7.8	3	2.0%
8.163265306	3	2.0%
36	3	2.0%
Other values (51)	62	41.1%

Minimum 5 values

Value	Count	Frequency (%)
0	2	1.3%
0.02040816327	1	0.7%
0.08163265306	1	0.7%
0.1111111111	1	0.7%
0.1836734694	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
78.44897959	1	0.7%
53.77777778	1	0.7%
53.08163265	1	0.7%
49	1	0.7%
43.18367347	1	0.7%

l_proj
Numeric

Distinct count	151
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	201.7086093
Minimum	1
Maximum	1137
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	23.5
Q1	98.5
Median	191
Q3	281.5
95-th percentile	388.5
Maximum	1137
Range	1136
Interquartile range	183

Descriptive statistics

Standard deviation	140.6446392
Coef of variation	0.6972664165
Kurtosis	12.75446054
Mean	201.7086093
MAD	103.2144204
Skewness	2.335915633
Sum	30458
Variance	19780.91453
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[1.000e+00 3.580e+02 4.650e+02 1.137e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
254	1	0.7%
85	1	0.7%
83	1	0.7%
338	1	0.7%
81	1	0.7%
294	1	0.7%
73	1	0.7%
71	1	0.7%
70	1	0.7%
69	1	0.7%
Other values (141)	141	93.4%

Minimum 5 values

Value	Count	Frequency (%)
1	1	0.7%
6	1	0.7%
8	1	0.7%
9	1	0.7%
15	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
1137	1	0.7%
733	1	0.7%
479	1	0.7%
451	1	0.7%
431	1	0.7%

l_rec1stpg18
Numeric

Distinct count	50
Unique (%)	33.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.586344969
Minimum	0
Maximum	5.285714286
Zeros (%)	4.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.1428571429
Q1	1
Median	1.540232881
Q3	1.624788994
95-th percentile	3.619047619
Maximum	5.285714286
Range	5.285714286
Interquartile range	0.6247889935

Descriptive statistics

Standard deviation	1.050009677
Coef of variation	0.6619050067
Kurtosis	1.91132371
Mean	1.586344969
MAD	0.6830947429
Skewness	1.146534593
Sum	239.5380903
Variance	1.102520322
Memory size	1.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 1.52011644 1.55583073 1.57716995 3.69047619 5.28571429], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.540232881	57	37.7%
1	7	4.6%
0	7	4.6%
0.1428571429	4	2.6%
1.571428571	4	2.6%
0.5	3	2.0%
2	3	2.0%
0.2857142857	3	2.0%
3.571428571	3	2.0%
0.5714285714	3	2.0%
Other values (40)	57	37.7%

Minimum 5 values

Value	Count	Frequency (%)
0	7	4.6%
0.1428571429	4	2.6%
0.1666666667	1	0.7%
0.166666667	1	0.7%
0.25	1	0.7%

Maximum 5 values

Value	Count	Frequency (%)
5.285714286	1	0.7%
5	2	1.3%
4.571428571	1	0.7%
4.285714286	1	0.7%
4	1	0.7%

l_receptspg18
Highly correlated

This variable is highly correlated with l_rec1stpg18 and should be ignored for analysis

Correlation	0.9079707218

l_rectdpg18
Numeric

Distinct count	17
Unique (%)	11.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.211856138
Minimum	0
Maximum	1
Zeros (%)	26.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0.2103927702
Q3	0.2103927702
95-th percentile	0.5857142857
Maximum	1
Range	1
Interquartile range	0.2103927702

Descriptive statistics

Standard deviation	0.1870634688
Coef of variation	0.8829740342
Kurtosis	2.073458726
Mean	0.211856138
MAD	0.1230800683
Skewness	1.209750074
Sum	31.99027683
Variance	0.03499274136
Memory size	1.3 KiB

Histogram with fixed size bins (bins=17)

Histogram with variable size bins (bins=[0. 0.07142857 0.20519639 0.21128371 0.69047619 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.2103927702	57	37.7%
0	40	26.5%
0.2857142857	8	5.3%
0.2	6	4.0%
0.1428571429	6	4.0%
0.5714285714	5	3.3%
0.3333333333	5	3.3%
0.1666666667	4	2.6%
0.6666666667	4	2.6%
0.4285714286	4	2.6%
Other values (7)	12	7.9%

Minimum 5 values

Value	Count	Frequency (%)
0	40	26.5%
0.1428571429	6	4.0%
0.142857143	1	0.7%
0.1666666667	4	2.6%
0.2	6	4.0%

Maximum 5 values

Value	Count	Frequency (%)
1	1	0.7%
0.7142857143	2	1.3%
0.6666666667	4	2.6%
0.6	1	0.7%
0.5714285714	5	3.3%

l_recydspg18
Highly correlated

This variable is highly correlated with l_rec1stpg18 and should be ignored for analysis

Correlation	0.9537325725

l_rush1stpg18
Numeric

Distinct count	27
Unique (%)	17.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.6971046581
Minimum	0
Maximum	5.166666667
Zeros (%)	35.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0.7081363481
Q3	0.7081363481
95-th percentile	3.666666667
Maximum	5.166666667
Range	5.166666667
Interquartile range	0.7081363481

Descriptive statistics

Standard deviation	1.086143582
Coef of variation	1.558078216
Kurtosis	7.599292766
Mean	0.6971046581
MAD	0.5941910037
Skewness	2.778849438
Sum	105.2628034
Variance	1.179707881
Memory size	1.3 KiB

Histogram with fixed size bins (bins=27)

Histogram with variable size bins (bins=[0. 0.07142857 0.65406817 0.73572679 5.16666667], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.7081363481	57	37.7%
0	53	35.1%
0.5	5	3.3%
0.1428571429	5	3.3%
0.1666666667	3	2.0%
0.4285714286	3	2.0%
1	2	1.3%
0.6	2	1.3%
4	2	1.3%
0.2857142857	2	1.3%
Other values (17)	17	11.3%

Minimum 5 values

Value	Count	Frequency (%)
0	53	35.1%
0.1428571429	5	3.3%
0.1666666667	3	2.0%
0.25	1	0.7%
0.2857142857	2	1.3%

Maximum 5 values

Value	Count	Frequency (%)
5.166666667	1	0.7%
5.142857143	1	0.7%
5	1	0.7%
4.666666667	1	0.7%
4.571428571	1	0.7%

l_rushtdpg18
Numeric

Distinct count	17
Unique (%)	11.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1069661948
Minimum	0
Maximum	1
Zeros (%)	45.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0.1123501199
Q3	0.1123501199
95-th percentile	0.4142857143
Maximum	1
Range	1
Interquartile range	0.1123501199

Descriptive statistics

Standard deviation	0.1784595313
Coef of variation	1.668373186
Kurtosis	11.76004447
Mean	0.1069661948
MAD	0.09775718469
Skewness	3.236978122
Sum	16.15189542
Variance	0.03184780431
Memory size	1.3 KiB

Histogram with fixed size bins (bins=17)

Histogram with variable size bins (bins=[0. 0.11466816 0.18333333 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	69	45.7%
0.1123501199	57	37.7%
0.1666666667	6	4.0%
0.1428571429	3	2.0%
1	2	1.3%
0.4	2	1.3%
0.3333333333	2	1.3%
0.25	1	0.7%
0.5	1	0.7%
0.7142857143	1	0.7%
Other values (7)	7	4.6%

Minimum 5 values

Value	Count	Frequency (%)
0	69	45.7%
0.1123501199	57	37.7%
0.1169862055	1	0.7%
0.1428571429	3	2.0%
0.1666666667	6	4.0%

Maximum 5 values

Value	Count	Frequency (%)
1	2	1.3%
0.8571428571	1	0.7%
0.8333333333	1	0.7%
0.7142857143	1	0.7%
0.6666666667	1	0.7%

l_rushydpg18
Highly correlated

This variable is highly correlated with l_rush1stpg18 and should be ignored for analysis

Correlation	0.9657889557

l_team
Categorical

Distinct count	32
Unique (%)	21.2%
Missing (%)	0.0%
Missing (n)	0

TB	7
Cin	7
NE	6
Other values (29)	131

Toggle details

Common values
Composition

Value	Count	Frequency (%)
TB	7	4.6%
Cin	7	4.6%
NE	6	4.0%
GB	6	4.0%
Bal	6	4.0%
KC	6	4.0%
Atl	6	4.0%
NO	6	4.0%
Jax	6	4.0%
Pit	6	4.0%
Other values (22)	89	58.9%

Max length	3
Mean length	2.761589404
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

l_touchdown18
Numeric

Distinct count	22
Unique (%)	14.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1858561418
Minimum	0
Maximum	1
Zeros (%)	15.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02777777778
Median	0.1963331099
Q3	0.1963331099
95-th percentile	0.5102040816
Maximum	1
Range	1
Interquartile range	0.1685553321

Descriptive statistics

Standard deviation	0.1959988834
Coef of variation	1.054573078
Kurtosis	6.818319726
Mean	0.1858561418
MAD	0.1191762094
Skewness	2.312209672
Sum	28.06427741
Variance	0.03841556231
Memory size	1.3 KiB

Histogram with fixed size bins (bins=22)

Histogram with variable size bins (bins=[0. 0.01020408 0.02040816 0.02409297 0.19000329 0.19955936 0.47732426 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.1963331099	57	37.7%
0	24	15.9%
0.02040816327	8	5.3%
0.08163265306	7	4.6%
0.4444444444	6	4.0%
0.02777777778	6	4.0%
0.1111111111	6	4.0%
0.1836734694	5	3.3%
0.16	5	3.3%
0.3265306122	5	3.3%
Other values (12)	22	14.6%

Minimum 5 values

Value	Count	Frequency (%)
0	24	15.9%
0.020408163	1	0.7%
0.02040816327	8	5.3%
0.02777777778	6	4.0%
0.04	4	2.6%

Maximum 5 values

Value	Count	Frequency (%)
1	4	2.6%
0.7346938776	2	1.3%
0.6944444444	1	0.7%
0.5102040816	2	1.3%
0.4444444444	6	4.0%

med_opp
Numeric

Distinct count	9
Unique (%)	6.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.251655629
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	4
Q1	5
Median	6
Q3	7
95-th percentile	9
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.579951658
Coef of variation	0.2527253181
Kurtosis	-0.4189011409
Mean	6.251655629
MAD	1.273452919
Skewness	-0.1149351216
Sum	944
Variance	2.496247241
Memory size	1.3 KiB

Histogram with fixed size bins (bins=9)

Histogram with variable size bins (bins=[ 2. 3.5 8.5 10. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
6	43	28.5%
8	26	17.2%
7	26	17.2%
5	23	15.2%
4	16	10.6%
9	10	6.6%
3	5	3.3%
10	1	0.7%
2	1	0.7%

Minimum 5 values

Value	Count	Frequency (%)
2	1	0.7%
3	5	3.3%
4	16	10.6%
5	23	15.2%
6	43	28.5%

Maximum 5 values

Value	Count	Frequency (%)
10	1	0.7%
9	10	6.6%
8	26	17.2%
7	26	17.2%
6	43	28.5%

opp_1
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

3	53
2	52
1	46

Toggle details

Common values
Composition

Value	Count	Frequency (%)
3	53	35.1%
2	52	34.4%
1	46	30.5%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_10
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

2	50
3	38
1	33

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	50	33.1%
3	38	25.2%
1	33	21.9%
0	30	19.9%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_11
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

2	48
1	44
3	40

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	48	31.8%
1	44	29.1%
3	40	26.5%
0	19	12.6%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_12
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

2	55
1	46
3	36

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	55	36.4%
1	46	30.5%
3	36	23.8%
0	14	9.3%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_13
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

2	58
1	52
3	41

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	58	38.4%
1	52	34.4%
3	41	27.2%

Max length	3
Mean length	3
Min length	3
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

opp_14
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

2	58
1	48
3	45

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	58	38.4%
1	48	31.8%
3	45	29.8%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_15
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

2	57
3	50
1	44

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	57	37.7%
3	50	33.1%
1	44	29.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_16
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

2	65
1	46
3	40

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	65	43.0%
1	46	30.5%
3	40	26.5%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_17
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

2	67
3	42
1	42

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	67	44.4%
3	42	27.8%
1	42	27.8%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_2
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

2	66
3	44
1	41

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	66	43.7%
3	44	29.1%
1	41	27.2%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_3
Categorical

Distinct count	3
Unique (%)	2.0%
Missing (%)	0.0%
Missing (n)	0

2	58
1	47
3	46

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	58	38.4%
1	47	31.1%
3	46	30.5%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_4
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

2	59
1	46
3	37

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	59	39.1%
1	46	30.5%
3	37	24.5%
0	9	6.0%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_5
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

2	54
1	47
3	41

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	54	35.8%
1	47	31.1%
3	41	27.2%
0	9	6.0%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_6
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

2	53
1	42
3	41

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	53	35.1%
1	42	27.8%
3	41	27.2%
0	15	9.9%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_7
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

2	49
1	42
3	38

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	49	32.5%
1	42	27.8%
3	38	25.2%
0	22	14.6%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_8
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

2	55
3	46
1	40

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	55	36.4%
3	46	30.5%
1	40	26.5%
0	10	6.6%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

opp_9
Categorical

Distinct count	4
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

1	48
2	40
3	40

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	48	31.8%
2	40	26.5%
3	40	26.5%
0	23	15.2%

Max length	3
Mean length	3
Min length	3
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

Count
Matrix

First rows

	bad_opp	df_index	good_opp	l_name	l_passintpg18	l_passydpg18	l_points1	l_points2	l_points3	l_points4	l_points5	l_points6	l_points7	l_points8	l_points9	l_pointspg18	l_pos	l_ppgcurrent	l_ppr18	l_proj	l_rec1stpg18	l_receptspg18	l_rectdpg18	l_recydspg18	l_rush1stpg18	l_rushtdpg18	l_rushydpg18	l_team	l_touchdown18	med_opp	opp_1	opp_10	opp_11	opp_12	opp_13	opp_14	opp_15	opp_16	opp_17	opp_2	opp_3	opp_4	opp_5	opp_6	opp_7	opp_8	opp_9
0	4	0	7	Devin Singletary	0.001028	0.015588	17.87	11.70	0.00	0.00	0.000	0.00	2.60	17.90	25.50	13.039823	RB	13.960000	11.877894	202	1.540233	2.856013	0.210393	32.269065	0.708136	0.112350	14.495392	Buf	0.196333	5	3	3	3	2	2.0	1	2	1	3	2	3	1	2	0	3	1	3.0
1	3	1	6	Noah Fant	0.001028	0.015588	4.43	9.20	5.47	13.07	1.400	4.07	1.47	8.73	21.67	13.039823	TE	13.037778	11.877894	248	1.540233	2.856013	0.210393	32.269065	0.708136	0.112350	14.495392	Den	0.196333	7	3	0	2	1	1.0	2	2	3	3	3	3	2	1	2	2	3	2.0
2	3	2	6	Tyler Lockett	0.000000	0.000000	12.93	20.27	43.17	11.20	20.900	16.40	16.77	19.77	50.63	19.614375	WR	23.560000	7.111111	23	0.500000	2.666667	0.000000	21.666667	0.166667	0.166667	0.166667	Sea	0.027778	7	1	1	0	2	3.0	2	2	3	1	3	2	3	2	2	2	3	3.0
3	7	5	4	Kenyan Drake	0.000000	0.000000	5.20	9.83	11.07	12.33	0.000	15.50	8.57	0.00	34.47	16.225000	RB	10.774444	43.183673	126	3.714286	6.571429	0.571429	75.142857	0.000000	0.000000	0.000000	Mia	0.326531	5	3	1	1	0	2.0	2	3	1	2	1	3	1	3	2	2	1	1.0
4	6	8	5	Cody Latimer	0.001028	0.015588	9.93	8.00	0.00	0.00	0.000	0.00	9.20	7.97	30.63	13.039823	WR	7.303333	11.877894	273	1.540233	2.856013	0.210393	32.269065	0.708136	0.112350	14.495392	NYG	0.196333	5	1	3	0	1	1.0	2	2	2	2	1	3	2	3	1	3	3	1.0
5	7	9	6	Marvin Jones Jr.	0.000000	0.000000	11.13	9.87	25.73	11.13	14.465	4.13	55.20	5.47	30.40	15.096667	WR	18.613889	9.000000	106	1.000000	3.000000	0.000000	20.000000	0.000000	0.000000	18.000000	Det	0.000000	3	3	1	1	2	1.0	3	3	1	1	2	2	1	0	1	3	3	3.0
6	5	10	5	Mohamed Sanu	0.000000	0.000000	10.80	7.07	17.20	18.27	18.900	5.93	1.20	5.53	30.40	13.029375	WR	12.811111	2.300000	138	0.333333	1.500000	0.000000	11.000000	0.500000	0.166667	6.833333	NE	0.027778	6	3	0	2	1	3.0	1	1	1	2	2	3	1	2	3	3	2	2.0
7	6	11	5	Tyreek Hill	0.000000	0.000000	4.57	0.00	0.00	0.00	0.000	29.33	16.93	16.57	29.83	24.625000	WR	10.803333	4.000000	6	1.142857	2.000000	0.142857	18.571429	0.000000	0.000000	0.000000	KC	0.020408	5	2	1	2	0	3.0	1	1	1	2	3	2	3	2	3	1	1	3.0
8	5	12	2	DK Metcalf	0.001028	0.015588	12.93	18.07	8.47	1.40	13.930	13.00	7.53	21.87	28.90	13.039823	WR	14.011111	11.877894	191	1.540233	2.856013	0.210393	32.269065	0.708136	0.112350	14.495392	Sea	0.196333	9	1	2	2	1	2.0	3	1	3	2	2	1	1	2	2	0	2	2.0
9	6	13	3	Derrick Henry	0.000000	0.000000	31.40	22.00	12.53	17.53	15.800	4.13	20.20	10.03	28.70	14.316250	RB	18.035556	22.224490	89	3.142857	4.714286	0.714286	83.000000	0.142857	0.000000	2.857143	Ten	0.510204	7	3	3	0	1	1.0	2	2	1	2	1	1	2	2	2	2	1	3.0

Last rows

	bad_opp	df_index	good_opp	l_name	l_points1	l_points2	l_points3	l_points4	l_points5	l_points6	l_points7	l_points8	l_pointspg18	l_pos	l_ppgcurrent	l_ppr18	l_proj	l_rec1stpg18	l_receptspg18	l_rectdpg18	l_recydspg18	l_rush1stpg18	l_rushtdpg18	l_rushydpg18	l_team	l_touchdown18	med_opp	opp_1	opp_10	opp_11	opp_12	opp_13	opp_14	opp_15	opp_16	opp_17	opp_2	opp_3	opp_4	opp_5	opp_6	opp_7	opp_8	opp_9
141	4	196	6	Tre'Quan Smith	13.73	9.27	0.00	0.00	0.00	0.00	0.00	0.00	7.964667	WR	2.875000	0.000000	171	0.000000	0.000000	0.000000	0.000000	0.142857	0.000000	4.000000	NO	0.000000	6	3	3	3	2	3.0	1	2	1	2	2	2	1	3	2	1	3	0.0
142	6	198	5	C.J. Uzomah	11.40	0.00	0.00	0.00	3.07	4.73	0.00	1.27	7.329375	TE	2.558750	16.000000	290	2.600000	4.000000	0.200000	50.400000	0.000000	0.000000	0.000000	Cin	0.040000	5	3	1	3	3	1.0	2	1	2	2	1	1	3	3	1	2	2	0.0
143	5	199	4	Geoff Swaim	5.13	3.93	1.53	5.13	1.27	1.33	0.00	0.00	6.792222	TE	2.035556	6.300000	268	1.666667	2.500000	0.333333	28.000000	0.000000	0.000000	0.000000	Jax	0.111111	7	2	0	3	2	3.0	1	3	2	3	2	2	2	1	1	1	1	2.0
144	7	200	5	Vernon Davis	16.93	5.93	6.00	1.33	0.00	0.00	0.00	0.00	5.962143	TE	3.354444	7.800000	174	2.000000	2.800000	0.200000	43.400000	0.000000	0.000000	0.000000	Was	0.040000	4	2	0	1	3	1.0	3	2	1	3	3	3	1	1	2	1	2	1.0
145	9	201	3	Nick Vannett	3.07	2.87	1.60	4.87	0.00	1.33	2.29	3.00	5.862000	TE	2.114444	9.000000	326	2.600000	3.000000	0.200000	58.600000	0.000000	0.000000	0.000000	Pit	0.040000	4	1	2	2	1	2.0	3	1	1	1	3	1	1	1	1	0	2	3.0
146	4	202	4	Tyler Ervin	3.80	2.60	0.00	0.00	0.00	0.00	0.00	5.20	5.458889	RB	1.288889	8.163265	479	2.142857	2.857143	0.285714	55.571429	0.000000	0.000000	0.571429	Jax	0.081633	8	3	0	1	2	1.0	2	2	2	1	2	2	2	3	1	3	3	2.0
147	6	203	8	Tyler Higbee	15.33	4.40	0.00	9.73	9.13	4.67	1.53	1.53	4.716875	TE	5.790000	1.306122	313	0.285714	1.142857	0.000000	4.714286	0.142857	0.142857	11.714286	LAR	0.020408	2	1	3	3	1	3.0	3	3	1	3	1	2	3	3	1	2	1	0.0
148	7	204	3	Malcolm Brown	17.30	6.37	0.70	2.40	0.30	8.00	0.00	0.00	4.305833	RB	4.383750	8.163265	294	1.571429	2.857143	0.428571	44.571429	0.000000	0.000000	0.000000	LAR	0.183673	6	3	2	2	1	2.0	1	2	1	2	1	3	1	1	1	2	3	0.0
149	5	207	5	Wayne Gallman Jr.	13.30	0.00	2.30	30.97	2.40	0.00	0.00	2.33	3.435333	RB	5.700000	12.755102	348	1.571429	3.571429	0.428571	36.285714	0.000000	0.000000	0.000000	NYG	0.183673	6	2	3	0	2	3.0	1	2	3	1	2	1	3	1	1	2	3	2.0
150	5	208	2	Anthony Sherman	3.00	0.00	0.00	0.00	1.20	0.00	2.70	0.00	1.818750	RB	0.766667	8.163265	451	1.857143	2.857143	0.285714	48.142857	0.000000	0.000000	0.285714	KC	0.081633	9	1	2	2	0	2.0	1	2	2	2	2	1	3	1	2	2	3	1.0

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows